Sarinem.chat: A Living Proof of the CHO Grand Formula

This paper documents Sarinem.chat — a prototype AI-powered domestic violence companion for Indonesian women, developed through a five-AI red teaming methodology (AIRT v4.1) — as a working artifact that operationalises the CHO Grand Formula: (Consciousness × Calculation)^Humanity < Transcendence. Built as a single-file HTML application with no backend, no data storage, and no registration requirement, Sarinem.chat integrates a state-machine safety protocol, Javanese cultural warmth, and hotline escalation pathways into a product that any survivor can access in under three seconds. The paper situates Sarinem.chat within the CHO In Action Series, documents the five-AI development methodology, maps the artifact's architecture to the Grand Formula, and articulates its limitations and future development pathway — including a formal invitation to Rhiana Spring (Sophia.chat) for localisation collaboration. Sarinem.chat is the first working artifact in the CHO corpus to demonstrate that the Grand Formula is not a theoretical abstraction but a design principle operationalisable in code.

Authors

Publication Details

Journal
Zenodo (CERN European Organization for Nuclear Research)
Published
2026-04-30
DOI
https://doi.org/10.5281/zenodo.19938362
Primary Topic
Feminism, Gender, and Sexuality Studies
Type
article
Field-Weighted Citation Impact
0.00
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article

Sarinem.chat: A Living Proof of the CHO Grand Formula

Kian Tik Go
Zenodo (CERN European Organization for Nuclear Research)
Feminism, Gender, and Sexuality Studies
article

Sarinem.chat: A Living Proof of the CHO Grand Formula

Kian Tik Go
article en

Abstract

This paper documents Sarinem.chat — a prototype AI-powered domestic violence companion for Indonesian women, developed through a five-AI red teaming methodology (AIRT v4.1) — as a working artifact that operationalises the CHO Grand Formula: (Consciousness × Calculation)^Humanity < Transcendence. Built as a single-file HTML application with no backend, no data storage, and no registration requirement, Sarinem.chat integrates a state-machine safety protocol, Javanese cultural warmth, and hotline escalation pathways into a product that any survivor can access in under three seconds. The paper situates Sarinem.chat within the CHO In Action Series, documents the five-AI development methodology, maps the artifact's architecture to the Grand Formula, and articulates its limitations and future development pathway — including a formal invitation to Rhiana Spring (Sophia.chat) for localisation collaboration. Sarinem.chat is the first working artifact in the CHO corpus to demonstrate that the Grand Formula is not a theoretical abstraction but a design principle operationalisable in code.

Zenodo (CERN European Organization for Nuclear Research)
Gender equality
Openalex Percentile: Top 3%
Feminism, Gender, and Sexuality Studies
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